The basics of the theory of optimal and adaptive control and data processing systems are presented. Analysis of the principles of building a wide class of adaptive systems is given: with stabilization and optimization of control quality, with adjustment by input signals and characteristics of the control object, with adjustment by input signals and characteristics of the control object, and more. Principles of optimal estimation of parameters by discrete measurements and efficient algorithms of estimation search are considered.